October 2021
Beginner to intermediate
416 pages
9h 3m
Korean
Content preview from 살아 움직이는 머신러닝 파이프라인 설계: 텐서플로와 함께하는 머신러닝 프로젝트 자동화
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269
10
장
고급 TFX
데이터 과학자가 수동 모델 분석을 마치면 슬랙 스레드에서 승인이나 거부 응답을 할 수 있습
니다.
TFX
컴포넌트는 슬랙 응답을 청취하고 결정을 메타데이터스토어에 저장합니다. 그러면
다운스트림 컴포넌트에서 결정을 사용할 수 있습니다. 모델의 감사 단계에서 추적됩니다. [그
림
10
-
5
]는 쿠브플로 파이프라인 계통 브라우저의 예시 기록을 보여줍니다. 메타데이터스토
어는 데이터 과학자 (즉, 의사결정자 )와 타임 스탬프(슬랙 스레드
ID
1584638332
.
0001
)의
‘승인’을 추적합니다.
그림
10-5
쿠브플로 파이프라인의 감사 추적
10.2.1
슬랙 컴포넌트 설정
슬랙 컴포넌트가 슬랙 계정과 통신하려면
슬랙 봇 토큰
Slack
bot
token
이 필요합니다. 슬랙
API
(
https
://
api
.
slack
.
com
/
)로 봇 토큰을 요청할 수 있습니다. 토큰이 있으면 다음
bash
명령과 같이 토큰 문자열을 사용하여 파이프라인 환경의 환경 변수를 설정합니다.
$ export SLACK_BOT_TOKEN={your_slack_bot_token}
슬랙 컴포넌트는 표준
TFX
컴포넌트가 아니므로 별도로 설치해야 합니다. 깃허브에서
TFX
리포지토리를 복제한 다음 컴포넌트를 개별적으로 설치할 수 있습니다.
$ git clone https://github.com/tensorflow/tfx.git ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.